Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	50000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.2 MiB
Average record size in memory	152.0 B

Variable types

Numeric	11
Text	4
Categorical	4

Alerts

`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`energy` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`time_signature` is highly imbalanced (63.2%)	Imbalance
`instance_id` is uniformly distributed	Uniform
`genre` is uniformly distributed	Uniform
`popularity` has 2195 (4.4%) zeros	Zeros
`instrumentalness` has 17416 (34.8%) zeros	Zeros

Reproduction

Analysis started	2023-09-10 05:29:07.833757
Analysis finished	2023-09-10 05:29:31.176785
Duration	23.34 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

instance_id
Real number (ℝ)

UNIFORM

Distinct	5000
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2500.5

Minimum	1
Maximum	5000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	250.95
Q1	1250.75
median	2500.5
Q3	3750.25
95-th percentile	4750.05
Maximum	5000
Range	4999
Interquartile range (IQR)	2499.5

Descriptive statistics

Standard deviation	1443.3901
Coefficient of variation (CV)	0.57724058
Kurtosis	-1.2000001
Mean	2500.5
Median Absolute Deviation (MAD)	1250
Skewness	0
Sum	1.25025 × 10⁸
Variance	2083374.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10	< 0.1%
3331	10	< 0.1%
3338	10	< 0.1%
3337	10	< 0.1%
3336	10	< 0.1%
3335	10	< 0.1%
3334	10	< 0.1%
3333	10	< 0.1%
3332	10	< 0.1%
3330	10	< 0.1%
Other values (4990)	49900	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10	< 0.1%
2	10	< 0.1%
3	10	< 0.1%
4	10	< 0.1%
5	10	< 0.1%
6	10	< 0.1%
7	10	< 0.1%
8	10	< 0.1%
9	10	< 0.1%
10	10	< 0.1%

Value	Count	Frequency (%)
5000	10	< 0.1%
4999	10	< 0.1%
4998	10	< 0.1%
4997	10	< 0.1%
4996	10	< 0.1%
4995	10	< 0.1%
4994	10	< 0.1%
4993	10	< 0.1%
4992	10	< 0.1%
4991	10	< 0.1%

artist_name
Text

Distinct	5679
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Length

Max length	84
Median length	51
Mean length	11.8007
Min length	1

Characters and Unicode

Total characters	590035
Distinct characters	119
Distinct categories	15 ?
Distinct scripts	3 ?
Distinct blocks	5 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1799 ?
Unique (%)	3.6%

Sample

1st row	Chromeo
2nd row	Sango
3rd row	Counting Crows
4th row	Bullet For My Valentine
5th row	Shinedown

Value	Count	Frequency (%)
empty_field	10065	11.0%
the	4654	5.1%
	851	0.9%
music	741	0.8%
black	409	0.4%
of	398	0.4%
randy	377	0.4%
newman	362	0.4%
children's	335	0.4%
and	325	0.4%
Other values (6770)	73058	79.8%

Most occurring characters

Value	Count	Frequency (%)
e	64280	10.9%
	41575	7.0%
i	37492	6.4%
a	34484	5.8%
l	30338	5.1%
n	28313	4.8%
t	28028	4.8%
o	27769	4.7%
r	25318	4.3%
d	22079	3.7%
Other values (109)	250359	42.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	445244	75.5%
Uppercase Letter	87747	14.9%
Space Separator	41575	7.0%
Connector Punctuation	10065	1.7%
Other Punctuation	3427	0.6%
Decimal Number	1143	0.2%
Dash Punctuation	458	0.1%
Currency Symbol	252	< 0.1%
Math Symbol	62	< 0.1%
Open Punctuation	23	< 0.1%
Other values (5)	39	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	64280	14.4%
i	37492	8.4%
a	34484	7.7%
l	30338	6.8%
n	28313	6.4%
t	28028	6.3%
o	27769	6.2%
r	25318	5.7%
d	22079	5.0%
s	20553	4.6%
Other values (37)	126590	28.4%

Uppercase Letter

Value	Count	Frequency (%)
T	8160	9.3%
S	7314	8.3%
B	6962	7.9%
M	6627	7.6%
C	6420	7.3%
A	4997	5.7%
D	4718	5.4%
J	4277	4.9%
L	4229	4.8%
R	4194	4.8%
Other values (24)	29849	34.0%

Other Punctuation

Value	Count	Frequency (%)
.	1331	38.8%
'	776	22.6%
&	739	21.6%
!	251	7.3%
"	144	4.2%
,	144	4.2%
/	17	0.5%
:	13	0.4%
?	5	0.1%
*	4	0.1%
Other values (2)	3	0.1%

Decimal Number

Value	Count	Frequency (%)
1	242	21.2%
2	174	15.2%
5	112	9.8%
0	112	9.8%
3	108	9.4%
7	101	8.8%
9	96	8.4%
8	81	7.1%
4	63	5.5%
6	54	4.7%

Other Letter

Value	Count	Frequency (%)
忱	1	33.3%
炫	1	33.3%
冷	1	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	455	99.3%
–	3	0.7%

Open Punctuation

Value	Count	Frequency (%)
(	16	69.6%
[	7	30.4%

Close Punctuation

Value	Count	Frequency (%)
)	16	69.6%
]	7	30.4%

Space Separator

Value	Count	Frequency (%)
	41575	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	10065	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	252	100.0%

Math Symbol

Value	Count	Frequency (%)
+	62	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	9	100.0%

Other Symbol

Value	Count	Frequency (%)
✝	3	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	532989	90.3%
Common	57043	9.7%
Han	3	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	64280	12.1%
i	37492	7.0%
a	34484	6.5%
l	30338	5.7%
n	28313	5.3%
t	28028	5.3%
o	27769	5.2%
r	25318	4.8%
d	22079	4.1%
s	20553	3.9%
Other values (70)	214335	40.2%

Common

Value	Count	Frequency (%)
	41575	72.9%
_	10065	17.6%
.	1331	2.3%
'	776	1.4%
&	739	1.3%
-	455	0.8%
$	252	0.4%
!	251	0.4%
1	242	0.4%
2	174	0.3%
Other values (26)	1183	2.1%

Han

Value	Count	Frequency (%)
忱	1	33.3%
炫	1	33.3%
冷	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	589121	99.8%
None	893	0.2%
Punctuation	15	< 0.1%
Dingbats	3	< 0.1%
CJK	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	64280	10.9%
	41575	7.1%
i	37492	6.4%
a	34484	5.9%
l	30338	5.1%
n	28313	4.8%
t	28028	4.8%
o	27769	4.7%
r	25318	4.3%
d	22079	3.7%
Other values (71)	249445	42.3%

None

Value	Count	Frequency (%)
é	456	51.1%
ö	126	14.1%
á	52	5.8%
è	31	3.5%
ø	27	3.0%
ñ	23	2.6%
í	23	2.6%
ü	21	2.4%
Ö	17	1.9%
É	17	1.9%
Other values (20)	100	11.2%

Punctuation

Value	Count	Frequency (%)
’	9	60.0%
–	3	20.0%
•	2	13.3%
‘	1	6.7%

Dingbats

Value	Count	Frequency (%)
✝	3	100.0%

CJK

Value	Count	Frequency (%)
忱	1	33.3%
炫	1	33.3%
冷	1	33.3%

track_name
Text

Distinct	42472
Distinct (%)	84.9%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Length

Max length	273
Median length	174
Mean length	18.27628
Min length	1

Characters and Unicode

Total characters	913814
Distinct characters	251
Distinct categories	20 ?
Distinct scripts	6 ?
Distinct blocks	11 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	37651 ?
Unique (%)	75.3%

Sample

1st row	Come Alive (feat. Toro Y Moi)
2nd row	How Do You Love Me
3rd row	Omaha
4th row	Over It
5th row	Asking For It

Value	Count	Frequency (%)
	7285	4.2%
the	6472	3.8%
you	2453	1.4%
a	2122	1.2%
i	2000	1.2%
feat	1952	1.1%
of	1881	1.1%
me	1728	1.0%
in	1672	1.0%
to	1658	1.0%
Other values (23265)	142877	83.0%

Most occurring characters

Value	Count	Frequency (%)
	122101	13.4%
e	85529	9.4%
o	54942	6.0%
a	51823	5.7%
i	45658	5.0%
n	45628	5.0%
t	42447	4.6%
r	40649	4.4%
s	31180	3.4%
l	28937	3.2%
Other values (241)	364920	39.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	593833	65.0%
Uppercase Letter	156429	17.1%
Space Separator	122101	13.4%
Other Punctuation	16896	1.8%
Decimal Number	8411	0.9%
Dash Punctuation	6413	0.7%
Open Punctuation	4621	0.5%
Close Punctuation	4616	0.5%
Final Punctuation	188	< 0.1%
Currency Symbol	116	< 0.1%
Other values (10)	190	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	85529	14.4%
o	54942	9.3%
a	51823	8.7%
i	45658	7.7%
n	45628	7.7%
t	42447	7.1%
r	40649	6.8%
s	31180	5.3%
l	28937	4.9%
h	22991	3.9%
Other values (74)	144049	24.3%

Uppercase Letter

Value	Count	Frequency (%)
T	13573	8.7%
S	13316	8.5%
M	10996	7.0%
L	9930	6.3%
B	9460	6.0%
A	9087	5.8%
I	8102	5.2%
C	7703	4.9%
D	7672	4.9%
W	7518	4.8%
Other values (44)	59072	37.8%

Other Letter

Value	Count	Frequency (%)
ム	4	7.0%
チ	3	5.3%
ロ	2	3.5%
に	2	3.5%
書	2	3.5%
き	2	3.5%
の	2	3.5%
願	2	3.5%
を	2	3.5%
い	2	3.5%
Other values (33)	34	59.6%

Other Punctuation

Value	Count	Frequency (%)
'	5099	30.2%
.	4017	23.8%
,	2220	13.1%
/	1649	9.8%
"	1338	7.9%
&	940	5.6%
!	456	2.7%
:	453	2.7%
?	412	2.4%
*	143	0.8%
Other values (10)	169	1.0%

Decimal Number

Value	Count	Frequency (%)
0	1811	21.5%
2	1619	19.2%
1	1603	19.1%
9	783	9.3%
4	512	6.1%
5	457	5.4%
3	441	5.2%
7	435	5.2%
8	405	4.8%
6	345	4.1%

Math Symbol

Value	Count	Frequency (%)
+	28	49.1%
\|	16	28.1%
∞	4	7.0%
=	3	5.3%
<	2	3.5%
∑	2	3.5%
>	1	1.8%
~	1	1.8%

Other Symbol

Value	Count	Frequency (%)
◑	5	33.3%
◐	4	26.7%
⚄	2	13.3%
◊	2	13.3%
°	1	6.7%
®	1	6.7%

Dash Punctuation

Value	Count	Frequency (%)
-	6401	99.8%
–	9	0.1%
—	3	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	4429	95.8%
[	191	4.1%
「	1	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	4424	95.8%
]	191	4.1%
」	1	< 0.1%

Final Punctuation

Value	Count	Frequency (%)
’	171	91.0%
”	14	7.4%
»	3	1.6%

Initial Punctuation

Value	Count	Frequency (%)
“	14	73.7%
«	3	15.8%
‘	2	10.5%

Currency Symbol

Value	Count	Frequency (%)
$	115	99.1%
¥	1	0.9%

Modifier Symbol

Value	Count	Frequency (%)
`	4	57.1%
´	3	42.9%

Other Number

Value	Count	Frequency (%)
²	2	66.7%
½	1	33.3%

Space Separator

Value	Count	Frequency (%)
	122101	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	23	100.0%

Format

Value	Count	Frequency (%)
	6	100.0%

Control

Value	Count	Frequency (%)
	2	100.0%

Modifier Letter

Value	Count	Frequency (%)
ー	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	750127	82.1%
Common	163495	17.9%
Cyrillic	135	< 0.1%
Han	23	< 0.1%
Katakana	18	< 0.1%
Hiragana	16	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	85529	11.4%
o	54942	7.3%
a	51823	6.9%
i	45658	6.1%
n	45628	6.1%
t	42447	5.7%
r	40649	5.4%
s	31180	4.2%
l	28937	3.9%
h	22991	3.1%
Other values (93)	300343	40.0%

Common

Value	Count	Frequency (%)
	122101	74.7%
-	6401	3.9%
'	5099	3.1%
(	4429	2.7%
)	4424	2.7%
.	4017	2.5%
,	2220	1.4%
0	1811	1.1%
/	1649	1.0%
2	1619	1.0%
Other values (60)	9725	5.9%

Cyrillic

Value	Count	Frequency (%)
о	12	8.9%
и	12	8.9%
а	10	7.4%
н	10	7.4%
е	8	5.9%
т	8	5.9%
ы	7	5.2%
я	5	3.7%
р	5	3.7%
к	5	3.7%
Other values (25)	53	39.3%

Han

Value	Count	Frequency (%)
書	2	8.7%
願	2	8.7%
星	2	8.7%
落	1	4.3%
窟	1	4.3%
琴	1	4.3%
水	1	4.3%
滝	1	4.3%
編	1	4.3%
和	1	4.3%
Other values (10)	10	43.5%

Katakana

Value	Count	Frequency (%)
ム	4	22.2%
チ	3	16.7%
ロ	2	11.1%
ペ	1	5.6%
イ	1	5.6%
ジ	1	5.6%
ピ	1	5.6%
ノ	1	5.6%
キ	1	5.6%
オ	1	5.6%
Other values (2)	2	11.1%

Hiragana

Value	Count	Frequency (%)
に	2	12.5%
き	2	12.5%
の	2	12.5%
を	2	12.5%
い	2	12.5%
よ	1	6.2%
り	1	6.2%
し	1	6.2%
る	1	6.2%
え	1	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	912115	99.8%
None	1245	0.1%
Punctuation	239	< 0.1%
Cyrillic	135	< 0.1%
CJK	23	< 0.1%
Katakana	21	< 0.1%
Hiragana	16	< 0.1%
Geometric Shapes	11	< 0.1%
Math Operators	6	< 0.1%
Misc Symbols	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	122101	13.4%
e	85529	9.4%
o	54942	6.0%
a	51823	5.7%
i	45658	5.0%
n	45628	5.0%
t	42447	4.7%
r	40649	4.5%
s	31180	3.4%
l	28937	3.2%
Other values (82)	363221	39.8%

None

Value	Count	Frequency (%)
é	445	35.7%
ó	120	9.6%
è	98	7.9%
á	85	6.8%
í	70	5.6%
à	67	5.4%
ñ	66	5.3%
ê	37	3.0%
ç	31	2.5%
ú	16	1.3%
Other values (53)	210	16.9%

Punctuation

Value	Count	Frequency (%)
’	171	71.5%
…	16	6.7%
“	14	5.9%
”	14	5.9%
–	9	3.8%
	6	2.5%
•	4	1.7%
—	3	1.3%
‘	2	0.8%

Cyrillic

Value	Count	Frequency (%)
о	12	8.9%
и	12	8.9%
а	10	7.4%
н	10	7.4%
е	8	5.9%
т	8	5.9%
ы	7	5.2%
я	5	3.7%
р	5	3.7%
к	5	3.7%
Other values (25)	53	39.3%

Geometric Shapes

Value	Count	Frequency (%)
◑	5	45.5%
◐	4	36.4%
◊	2	18.2%

Math Operators

Value	Count	Frequency (%)
∞	4	66.7%
∑	2	33.3%

Katakana

Value	Count	Frequency (%)
ム	4	19.0%
チ	3	14.3%
ロ	2	9.5%
・	2	9.5%
ペ	1	4.8%
イ	1	4.8%
ジ	1	4.8%
ピ	1	4.8%
ノ	1	4.8%
キ	1	4.8%
Other values (4)	4	19.0%

Hiragana

Value	Count	Frequency (%)
に	2	12.5%
き	2	12.5%
の	2	12.5%
を	2	12.5%
い	2	12.5%
よ	1	6.2%
り	1	6.2%
し	1	6.2%
る	1	6.2%
え	1	6.2%

CJK

Value	Count	Frequency (%)
書	2	8.7%
願	2	8.7%
星	2	8.7%
落	1	4.3%
窟	1	4.3%
琴	1	4.3%
水	1	4.3%
滝	1	4.3%
編	1	4.3%
和	1	4.3%
Other values (10)	10	43.5%

Misc Symbols

Value	Count	Frequency (%)
⚄	2	100.0%

IPA Ext

Value	Count	Frequency (%)
ʇ	1	100.0%

track_id
Text

Distinct	46378
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	1100000
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	43114 ?
Unique (%)	86.2%

Sample

1st row	0ZulY8etRzj54NLYOYX7jy
2nd row	1jgkBLmR16qqZzEG5LYZN5
3rd row	50o13VmOJiUj3WfU7XmEAn
4th row	5BRGRuHRfvGgoIvZg3PE3x
5th row	0BpgI6YcYv3ENGLp7XJsAH

Value	Count	Frequency (%)
6svqnuvcvftxvlk3ec0ngd	5	< 0.1%
0hrd6csafhhqkptyfppmqh	5	< 0.1%
0hovoz4m0ajp6vy4fvri51	5	< 0.1%
1vzlew5zfcabkz94xqiszf	5	< 0.1%
6aite2iej1qklaofpjczw1	5	< 0.1%
7mzpvdn4oekmucjmcba6do	4	< 0.1%
7jjh8f3phlnvxfqeaaffdl	4	< 0.1%
3dh10qbwbwvqamjnnhlrq4	4	< 0.1%
359krpyckcff8sfvqwes9l	4	< 0.1%
65xy6cx0263j5bpny8mpye	4	< 0.1%
Other values (46368)	49955	99.9%

Most occurring characters

Value	Count	Frequency (%)
3	23585	2.1%
1	23558	2.1%
0	23450	2.1%
5	23357	2.1%
6	23297	2.1%
2	23291	2.1%
4	23242	2.1%
7	22037	2.0%
B	17210	1.6%
y	17151	1.6%
Other values (52)	879822	80.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	440492	40.0%
Uppercase Letter	439466	40.0%
Decimal Number	220042	20.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	17210	3.9%
X	17075	3.9%
I	17064	3.9%
L	17048	3.9%
O	17043	3.9%
Z	17042	3.9%
E	17033	3.9%
R	17027	3.9%
M	17016	3.9%
P	17014	3.9%
Other values (16)	268894	61.2%

Lowercase Letter

Value	Count	Frequency (%)
y	17151	3.9%
t	17131	3.9%
l	17101	3.9%
h	17094	3.9%
e	17064	3.9%
w	17019	3.9%
n	17004	3.9%
c	17004	3.9%
a	16990	3.9%
s	16986	3.9%
Other values (16)	269948	61.3%

Decimal Number

Value	Count	Frequency (%)
3	23585	10.7%
1	23558	10.7%
0	23450	10.7%
5	23357	10.6%
6	23297	10.6%
2	23291	10.6%
4	23242	10.6%
7	22037	10.0%
9	17115	7.8%
8	17110	7.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	879958	80.0%
Common	220042	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	17210	2.0%
y	17151	1.9%
t	17131	1.9%
l	17101	1.9%
h	17094	1.9%
X	17075	1.9%
e	17064	1.9%
I	17064	1.9%
L	17048	1.9%
O	17043	1.9%
Other values (42)	708977	80.6%

Common

Value	Count	Frequency (%)
3	23585	10.7%
1	23558	10.7%
0	23450	10.7%
5	23357	10.6%
6	23297	10.6%
2	23291	10.6%
4	23242	10.6%
7	22037	10.0%
9	17115	7.8%
8	17110	7.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1100000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	23585	2.1%
1	23558	2.1%
0	23450	2.1%
5	23357	2.1%
6	23297	2.1%
2	23291	2.1%
4	23242	2.1%
7	22037	2.0%
B	17210	1.6%
y	17151	1.6%
Other values (52)	879822	80.0%

popularity
Real number (ℝ)

ZEROS

Distinct	94
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.6808

Minimum	0
Maximum	96
Zeros	2195
Zeros (%)	4.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	25
median	41
Q3	51
95-th percentile	64
Maximum	96
Range	96
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	18.205972
Coefficient of variation (CV)	0.4831631
Kurtosis	-0.5643404
Mean	37.6808
Median Absolute Deviation (MAD)	12
Skewness	-0.38039972
Sum	1884040
Variance	331.45742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2195	4.4%
49	1333	2.7%
50	1291	2.6%
48	1288	2.6%
47	1249	2.5%
53	1203	2.4%
51	1188	2.4%
44	1171	2.3%
46	1157	2.3%
43	1156	2.3%
Other values (84)	36769	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2195	4.4%
1	561	1.1%
2	353	0.7%
3	280	0.6%
4	202	0.4%
5	189	0.4%
6	157	0.3%
7	141	0.3%
8	163	0.3%
9	177	0.4%

Value	Count	Frequency (%)
96	2	< 0.1%
93	2	< 0.1%
91	1	< 0.1%
90	3	< 0.1%
89	2	< 0.1%
88	1	< 0.1%
87	3	< 0.1%
86	3	< 0.1%
85	4	< 0.1%
84	6	< 0.1%

acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	4194
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35095266

Minimum	1.28 × 10^-6
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1.28 × 10^-6
5-th percentile	0.00039
Q1	0.0249
median	0.219
Q3	0.699
95-th percentile	0.93
Maximum	0.996
Range	0.99599872
Interquartile range (IQR)	0.6741

Descriptive statistics

Standard deviation	0.34280612
Coefficient of variation (CV)	0.97678734
Kurtosis	-1.3146508
Mean	0.35095266
Median Absolute Deviation (MAD)	0.21575
Skewness	0.51006988
Sum	17547.633
Variance	0.11751603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	76	0.2%
0.105	70	0.1%
0.123	69	0.1%
0.829	67	0.1%
0.109	67	0.1%
0.819	66	0.1%
0.104	65	0.1%
0.113	65	0.1%
0.102	65	0.1%
0.119	65	0.1%
Other values (4184)	49325	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.28 × 10^-6	1	< 0.1%
1.3 × 10^-6	1	< 0.1%
1.39 × 10^-6	1	< 0.1%
1.42 × 10^-6	1	< 0.1%
1.55 × 10^-6	1	< 0.1%
1.57 × 10^-6	1	< 0.1%
1.72 × 10^-6	1	< 0.1%
2.13 × 10^-6	1	< 0.1%
2.24 × 10^-6	1	< 0.1%
2.27 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	20	< 0.1%
0.995	76	0.2%
0.994	61	0.1%
0.993	49	0.1%
0.992	43	0.1%
0.991	43	0.1%
0.99	35	0.1%
0.989	35	0.1%
0.988	50	0.1%
0.987	46	0.1%

danceability
Real number (ℝ)

Distinct	915
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57250592

Minimum	0.0617
Maximum	0.989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0.0617
5-th percentile	0.297
Q1	0.467
median	0.576
Q3	0.685
95-th percentile	0.83
Maximum	0.989
Range	0.9273
Interquartile range (IQR)	0.218

Descriptive statistics

Standard deviation	0.15941893
Coefficient of variation (CV)	0.27845813
Kurtosis	-0.30280715
Mean	0.57250592
Median Absolute Deviation (MAD)	0.109
Skewness	-0.15853586
Sum	28625.296
Variance	0.025414394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.62	150	0.3%
0.578	146	0.3%
0.595	142	0.3%
0.576	141	0.3%
0.529	140	0.3%
0.597	139	0.3%
0.539	139	0.3%
0.545	138	0.3%
0.623	138	0.3%
0.574	137	0.3%
Other values (905)	48590	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0617	2	< 0.1%
0.0658	1	< 0.1%
0.0662	1	< 0.1%
0.0665	1	< 0.1%
0.071	1	< 0.1%
0.0734	1	< 0.1%
0.0759	1	< 0.1%
0.0768	1	< 0.1%
0.0809	1	< 0.1%
0.0812	1	< 0.1%

Value	Count	Frequency (%)
0.989	1	< 0.1%
0.986	1	< 0.1%
0.985	1	< 0.1%
0.982	1	< 0.1%
0.981	1	< 0.1%
0.98	4	< 0.1%
0.979	1	< 0.1%
0.978	2	< 0.1%
0.977	2	< 0.1%
0.976	2	< 0.1%

duration_ms
Real number (ℝ)

Distinct	25159
Distinct (%)	50.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	181711.41

Minimum	-1
Maximum	4830606
Zeros	0
Zeros (%)	0.0%
Negative	10022
Negative (%)	20.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	107849.75
median	195308.5
Q3	246936.25
95-th percentile	359075
Maximum	4830606
Range	4830607
Interquartile range (IQR)	139086.5

Descriptive statistics

Standard deviation	145614.41
Coefficient of variation (CV)	0.80134985
Kurtosis	141.10384
Mean	181711.41
Median Absolute Deviation (MAD)	61691.5
Skewness	6.5731073
Sum	9.0855703 × 10⁹
Variance	2.1203556 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	10022	20.0%
240000	31	0.1%
192000	25	0.1%
180000	22	< 0.1%
186000	19	< 0.1%
216000	19	< 0.1%
194000	15	< 0.1%
211200	14	< 0.1%
198400	14	< 0.1%
264000	13	< 0.1%
Other values (25149)	39806	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	10022	20.0%
18000	1	< 0.1%
18080	1	< 0.1%
18173	1	< 0.1%
19040	1	< 0.1%
19959	1	< 0.1%
20213	1	< 0.1%
21053	1	< 0.1%
21133	1	< 0.1%
21160	1	< 0.1%

Value	Count	Frequency (%)
4830606	1	< 0.1%
4791725	1	< 0.1%
3920687	1	< 0.1%
3832947	1	< 0.1%
3769399	1	< 0.1%
3475594	1	< 0.1%
3473453	1	< 0.1%
3452316	1	< 0.1%
3435625	1	< 0.1%
3331765	1	< 0.1%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	1511
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.61875308

Minimum	0.000216
Maximum	0.999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0.000216
5-th percentile	0.18095
Q1	0.445
median	0.641
Q3	0.825
95-th percentile	0.962
Maximum	0.999
Range	0.998784
Interquartile range (IQR)	0.38

Descriptive statistics

Standard deviation	0.2423242
Coefficient of variation (CV)	0.39163313
Kurtosis	-0.74856118
Mean	0.61875308
Median Absolute Deviation (MAD)	0.189
Skewness	-0.3774966
Sum	30937.654
Variance	0.05872102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.721	105	0.2%
0.72	103	0.2%
0.714	100	0.2%
0.959	100	0.2%
0.967	97	0.2%
0.592	95	0.2%
0.859	95	0.2%
0.943	93	0.2%
0.979	93	0.2%
0.843	93	0.2%
Other values (1501)	49026	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000216	1	< 0.1%
0.000499	1	< 0.1%
0.00141	1	< 0.1%
0.00202	1	< 0.1%
0.00264	1	< 0.1%
0.0029	1	< 0.1%
0.00319	1	< 0.1%
0.00441	1	< 0.1%
0.00491	1	< 0.1%
0.00562	1	< 0.1%

Value	Count	Frequency (%)
0.999	5	< 0.1%
0.998	18	< 0.1%
0.997	21	< 0.1%
0.996	46	0.1%
0.995	66	0.1%
0.994	52	0.1%
0.993	53	0.1%
0.992	53	0.1%
0.991	53	0.1%
0.99	71	0.1%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	5163
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09337794

Minimum	0
Maximum	0.993
Zeros	17416
Zeros (%)	34.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.29 × 10^-5
Q3	0.0106
95-th percentile	0.78605
Maximum	0.993
Range	0.993
Interquartile range (IQR)	0.0106

Descriptive statistics

Standard deviation	0.2318472
Coefficient of variation (CV)	2.4828905
Kurtosis	5.3540463
Mean	0.09337794
Median Absolute Deviation (MAD)	3.29 × 10^-5
Skewness	2.5875121
Sum	4668.897
Variance	0.053753122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17416	34.8%
0.000106	36	0.1%
0.00108	32	0.1%
1.13 × 10^-5	30	0.1%
1.09 × 10^-5	29	0.1%
0.11	29	0.1%
0.868	29	0.1%
1.12 × 10^-6	28	0.1%
1.07 × 10^-5	28	0.1%
0.000122	27	0.1%
Other values (5153)	32316	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17416	34.8%
1 × 10^-6	9	< 0.1%
1.01 × 10^-6	24	< 0.1%
1.02 × 10^-6	19	< 0.1%
1.03 × 10^-6	16	< 0.1%
1.04 × 10^-6	21	< 0.1%
1.05 × 10^-6	24	< 0.1%
1.06 × 10^-6	14	< 0.1%
1.07 × 10^-6	23	< 0.1%
1.08 × 10^-6	7	< 0.1%

Value	Count	Frequency (%)
0.993	1	< 0.1%
0.992	1	< 0.1%
0.991	2	< 0.1%
0.988	1	< 0.1%
0.986	1	< 0.1%
0.984	1	< 0.1%
0.982	1	< 0.1%
0.981	1	< 0.1%
0.98	1	< 0.1%
0.979	1	< 0.1%

key
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

C	5921
G	5687
D	5180
C#	5105
A	4939
Other values (7)	23168

Length

Max length	2
Median length	1
Mean length	1.32826
Min length	1

Characters and Unicode

Total characters	66413
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	A#
3rd row	A
4th row	B
5th row	A#

Common Values

Value	Count	Frequency (%)
C	5921	11.8%
G	5687	11.4%
D	5180	10.4%
C#	5105	10.2%
A	4939	9.9%
F	4274	8.5%
B	3904	7.8%
E	3682	7.4%
F#	3413	6.8%
A#	3220	6.4%
Other values (2)	4675	9.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
c	11026	22.1%
g	8824	17.6%
a	8159	16.3%
f	7687	15.4%
d	6718	13.4%
b	3904	7.8%
e	3682	7.4%

Most occurring characters

Value	Count	Frequency (%)
#	16413	24.7%
C	11026	16.6%
G	8824	13.3%
A	8159	12.3%
F	7687	11.6%
D	6718	10.1%
B	3904	5.9%
E	3682	5.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	50000	75.3%
Other Punctuation	16413	24.7%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	11026	22.1%
G	8824	17.6%
A	8159	16.3%
F	7687	15.4%
D	6718	13.4%
B	3904	7.8%
E	3682	7.4%

Other Punctuation

Value	Count	Frequency (%)
#	16413	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	50000	75.3%
Common	16413	24.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	11026	22.1%
G	8824	17.6%
A	8159	16.3%
F	7687	15.4%
D	6718	13.4%
B	3904	7.8%
E	3682	7.4%

Common

Value	Count	Frequency (%)
#	16413	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
#	16413	24.7%
C	11026	16.6%
G	8824	13.3%
A	8159	12.3%
F	7687	11.6%
D	6718	10.1%
B	3904	5.9%
E	3682	5.5%

liveness
Real number (ℝ)

Distinct	1673
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.25699562

Minimum	0.0124
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0.0124
5-th percentile	0.0639
Q1	0.101
median	0.144
Q3	0.326
95-th percentile	0.845
Maximum	1
Range	0.9876
Interquartile range (IQR)	0.225

Descriptive statistics

Standard deviation	0.23881833
Coefficient of variation (CV)	0.92927004
Kurtosis	1.4874045
Mean	0.25699562
Median Absolute Deviation (MAD)	0.0627
Skewness	1.5953836
Sum	12849.781
Variance	0.057034194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.11	507	1.0%
0.111	502	1.0%
0.108	476	1.0%
0.109	475	0.9%
0.112	463	0.9%
0.105	461	0.9%
0.106	450	0.9%
0.107	448	0.9%
0.104	417	0.8%
0.102	412	0.8%
Other values (1663)	45389	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0124	1	< 0.1%
0.0138	1	< 0.1%
0.0145	1	< 0.1%
0.0146	1	< 0.1%
0.015	1	< 0.1%
0.0152	1	< 0.1%
0.0166	1	< 0.1%
0.0189	1	< 0.1%
0.0194	1	< 0.1%
0.0196	3	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.999	1	< 0.1%
0.997	1	< 0.1%
0.996	1	< 0.1%
0.995	1	< 0.1%
0.994	1	< 0.1%
0.993	4	< 0.1%
0.992	2	< 0.1%
0.991	3	< 0.1%
0.99	6	< 0.1%

loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	15600
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.7366433

Minimum	-38.445
Maximum	3.744
Zeros	1
Zeros (%)	< 0.1%
Negative	49974
Negative (%)	99.9%
Memory size	390.8 KiB

Quantile statistics

Minimum	-38.445
5-th percentile	-17.096
Q1	-11.04
median	-7.82
Q3	-5.562
95-th percentile	-3.34795
Maximum	3.744
Range	42.189
Interquartile range (IQR)	5.478

Descriptive statistics

Standard deviation	4.3963511
Coefficient of variation (CV)	-0.50320826
Kurtosis	2.0716946
Mean	-8.7366433
Median Absolute Deviation (MAD)	2.597
Skewness	-1.1930941
Sum	-436832.17
Variance	19.327903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-8.582	17	< 0.1%
-6.196	16	< 0.1%
-7.722	15	< 0.1%
-6.031	15	< 0.1%
-7.241	15	< 0.1%
-5.135	15	< 0.1%
-5.439	15	< 0.1%
-4.099	14	< 0.1%
-8.296	14	< 0.1%
-7.508	14	< 0.1%
Other values (15590)	49850	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-38.445	1	< 0.1%
-37.336	1	< 0.1%
-36.582	1	< 0.1%
-35.456	1	< 0.1%
-35.233	1	< 0.1%
-34.993	1	< 0.1%
-34.308	1	< 0.1%
-34.113	1	< 0.1%
-33.909	1	< 0.1%
-33.141	1	< 0.1%

Value	Count	Frequency (%)
3.744	1	< 0.1%
1.949	1	< 0.1%
1.314	1	< 0.1%
1.275	1	< 0.1%
1.258	1	< 0.1%
1.012	1	< 0.1%
0.948	1	< 0.1%
0.878	1	< 0.1%
0.754	1	< 0.1%
0.732	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Major	33487
Minor	16513

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	250000
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Minor
2nd row	Minor
3rd row	Major
4th row	Minor
5th row	Major

Common Values

Value	Count	Frequency (%)
Major	33487	67.0%
Minor	16513	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
major	33487	67.0%
minor	16513	33.0%

Most occurring characters

Value	Count	Frequency (%)
M	50000	20.0%
o	50000	20.0%
r	50000	20.0%
a	33487	13.4%
j	33487	13.4%
i	16513	6.6%
n	16513	6.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	200000	80.0%
Uppercase Letter	50000	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	50000	25.0%
r	50000	25.0%
a	33487	16.7%
j	33487	16.7%
i	16513	8.3%
n	16513	8.3%

Uppercase Letter

Value	Count	Frequency (%)
M	50000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	250000	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	50000	20.0%
o	50000	20.0%
r	50000	20.0%
a	33487	13.4%
j	33487	13.4%
i	16513	6.6%
n	16513	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	50000	20.0%
o	50000	20.0%
r	50000	20.0%
a	33487	13.4%
j	33487	13.4%
i	16513	6.6%
n	16513	6.6%

speechiness
Real number (ℝ)

Distinct	1611
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17285543

Minimum	0.0222
Maximum	0.965
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0.0222
5-th percentile	0.0287
Q1	0.0374
median	0.0576
Q3	0.153
95-th percentile	0.928
Maximum	0.965
Range	0.9428
Interquartile range (IQR)	0.1156

Descriptive statistics

Standard deviation	0.25863223
Coefficient of variation (CV)	1.4962344
Kurtosis	3.6294252
Mean	0.17285543
Median Absolute Deviation (MAD)	0.0255
Skewness	2.2294183
Sum	8642.7713
Variance	0.06689063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0328	142	0.3%
0.0304	141	0.3%
0.0343	139	0.3%
0.0332	138	0.3%
0.0336	138	0.3%
0.0329	137	0.3%
0.0339	133	0.3%
0.033	133	0.3%
0.0305	133	0.3%
0.0362	132	0.3%
Other values (1601)	48634	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0222	1	< 0.1%
0.0226	1	< 0.1%
0.0228	3	< 0.1%
0.0229	2	< 0.1%
0.023	1	< 0.1%
0.0231	9	< 0.1%
0.0232	11	< 0.1%
0.0233	4	< 0.1%
0.0234	5	< 0.1%
0.0235	3	< 0.1%

Value	Count	Frequency (%)
0.965	8	< 0.1%
0.964	6	< 0.1%
0.963	9	< 0.1%
0.962	28	0.1%
0.961	20	< 0.1%
0.96	35	0.1%
0.959	31	0.1%
0.958	33	0.1%
0.957	45	0.1%
0.956	47	0.1%

tempo
Text

Distinct	30461
Distinct (%)	60.9%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Length

Max length	7
Median length	7
Mean length	5.73338
Min length	1

Characters and Unicode

Total characters	286669
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	22891 ?
Unique (%)	45.8%

Sample

1st row	129.97
2nd row	129.992
3rd row	80.883
4th row	97.625
5th row	144.031

Value	Count	Frequency (%)
	7461	14.9%
120.006	16	< 0.1%
100.008	14	< 0.1%
120.016	14	< 0.1%
120.011	12	< 0.1%
119.993	12	< 0.1%
120.01	12	< 0.1%
150.007	12	< 0.1%
119.994	12	< 0.1%
100.003	11	< 0.1%
Other values (30451)	42424	84.8%

Most occurring characters

Value	Count	Frequency (%)
1	49605	17.3%
.	42365	14.8%
9	28713	10.0%
0	24395	8.5%
8	21184	7.4%
2	20677	7.2%
7	19641	6.9%
3	18735	6.5%
4	18682	6.5%
5	18031	6.3%
Other values (2)	24641	8.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	236843	82.6%
Other Punctuation	49826	17.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	49605	20.9%
9	28713	12.1%
0	24395	10.3%
8	21184	8.9%
2	20677	8.7%
7	19641	8.3%
3	18735	7.9%
4	18682	7.9%
5	18031	7.6%
6	17180	7.3%

Other Punctuation

Value	Count	Frequency (%)
.	42365	85.0%
?	7461	15.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	286669	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	49605	17.3%
.	42365	14.8%
9	28713	10.0%
0	24395	8.5%
8	21184	7.4%
2	20677	7.2%
7	19641	6.9%
3	18735	6.5%
4	18682	6.5%
5	18031	6.3%
Other values (2)	24641	8.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	286669	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	49605	17.3%
.	42365	14.8%
9	28713	10.0%
0	24395	8.5%
8	21184	7.4%
2	20677	7.2%
7	19641	6.9%
3	18735	6.5%
4	18682	6.5%
5	18031	6.3%
Other values (2)	24641	8.6%

time_signature
Categorical

IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

4-Apr	42927
3-Apr	5293
5-Apr	1156
1-Apr	624

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	250000
Distinct characters	8
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4-Apr
2nd row	4-Apr
3rd row	4-Apr
4th row	4-Apr
5th row	4-Apr

Common Values

Value	Count	Frequency (%)
4-Apr	42927	85.9%
3-Apr	5293	10.6%
5-Apr	1156	2.3%
1-Apr	624	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4-apr	42927	85.9%
3-apr	5293	10.6%
5-apr	1156	2.3%
1-apr	624	1.2%

Most occurring characters

Value	Count	Frequency (%)
-	50000	20.0%
A	50000	20.0%
p	50000	20.0%
r	50000	20.0%
4	42927	17.2%
3	5293	2.1%
5	1156	0.5%
1	624	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	100000	40.0%
Dash Punctuation	50000	20.0%
Uppercase Letter	50000	20.0%
Decimal Number	50000	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	42927	85.9%
3	5293	10.6%
5	1156	2.3%
1	624	1.2%

Lowercase Letter

Value	Count	Frequency (%)
p	50000	50.0%
r	50000	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	50000	100.0%

Uppercase Letter

Value	Count	Frequency (%)
A	50000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	150000	60.0%
Common	100000	40.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	50000	50.0%
4	42927	42.9%
3	5293	5.3%
5	1156	1.2%
1	624	0.6%

Latin

Value	Count	Frequency (%)
A	50000	33.3%
p	50000	33.3%
r	50000	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	50000	20.0%
A	50000	20.0%
p	50000	20.0%
r	50000	20.0%
4	42927	17.2%
3	5293	2.1%
5	1156	0.5%
1	624	0.2%

valence
Real number (ℝ)

Distinct	1567
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48576394

Minimum	0
Maximum	1
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.101
Q1	0.289
median	0.477
Q3	0.676
95-th percentile	0.91
Maximum	1
Range	1
Interquartile range (IQR)	0.387

Descriptive statistics

Standard deviation	0.24713651
Coefficient of variation (CV)	0.50875845
Kurtosis	-0.93235137
Mean	0.48576394
Median Absolute Deviation (MAD)	0.193
Skewness	0.13353805
Sum	24288.197
Variance	0.061076456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	137	0.3%
0.964	101	0.2%
0.962	100	0.2%
0.963	100	0.2%
0.377	94	0.2%
0.556	91	0.2%
0.358	90	0.2%
0.549	88	0.2%
0.398	88	0.2%
0.38	87	0.2%
Other values (1557)	49024	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	< 0.1%
0.0241	1	< 0.1%
0.025	1	< 0.1%
0.0267	1	< 0.1%
0.0275	1	< 0.1%
0.0276	1	< 0.1%
0.0277	1	< 0.1%
0.0284	1	< 0.1%
0.0287	1	< 0.1%
0.0291	1	< 0.1%

Value	Count	Frequency (%)
1	4	< 0.1%
0.999	1	< 0.1%
0.998	1	< 0.1%
0.996	1	< 0.1%
0.992	1	< 0.1%
0.991	2	< 0.1%
0.99	2	< 0.1%
0.989	4	< 0.1%
0.987	4	< 0.1%
0.986	1	< 0.1%

genre
Categorical

UNIFORM

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Alternative	5000
Blues	5000
Children's Music	5000
Comedy	5000
Electronic	5000
Other values (5)	25000

Length

Max length	16
Median length	8.5
Mean length	7.1
Min length	3

Characters and Unicode

Total characters	355000
Distinct characters	29
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Alternative
2nd row	Alternative
3rd row	Alternative
4th row	Alternative
5th row	Alternative

Common Values

Value	Count	Frequency (%)
Alternative	5000	10.0%
Blues	5000	10.0%
Children's Music	5000	10.0%
Comedy	5000	10.0%
Electronic	5000	10.0%
Folk	5000	10.0%
Hip-Hop	5000	10.0%
Movie	5000	10.0%
Ska	5000	10.0%
Soul	5000	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
alternative	5000	9.1%
blues	5000	9.1%
children's	5000	9.1%
music	5000	9.1%
comedy	5000	9.1%
electronic	5000	9.1%
folk	5000	9.1%
hip-hop	5000	9.1%
movie	5000	9.1%
ska	5000	9.1%

Most occurring characters

Value	Count	Frequency (%)
e	35000	9.9%
i	30000	8.5%
o	30000	8.5%
l	30000	8.5%
t	15000	4.2%
r	15000	4.2%
n	15000	4.2%
u	15000	4.2%
s	15000	4.2%
c	15000	4.2%
Other values (19)	140000	39.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	280000	78.9%
Uppercase Letter	60000	16.9%
Space Separator	5000	1.4%
Other Punctuation	5000	1.4%
Dash Punctuation	5000	1.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	35000	12.5%
i	30000	10.7%
o	30000	10.7%
l	30000	10.7%
t	15000	5.4%
r	15000	5.4%
n	15000	5.4%
u	15000	5.4%
s	15000	5.4%
c	15000	5.4%
Other values (8)	65000	23.2%

Uppercase Letter

Value	Count	Frequency (%)
M	10000	16.7%
H	10000	16.7%
S	10000	16.7%
C	10000	16.7%
E	5000	8.3%
F	5000	8.3%
B	5000	8.3%
A	5000	8.3%

Space Separator

Value	Count	Frequency (%)
	5000	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	5000	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	340000	95.8%
Common	15000	4.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	35000	10.3%
i	30000	8.8%
o	30000	8.8%
l	30000	8.8%
t	15000	4.4%
r	15000	4.4%
n	15000	4.4%
u	15000	4.4%
s	15000	4.4%
c	15000	4.4%
Other values (16)	125000	36.8%

Common

Value	Count	Frequency (%)
	5000	33.3%
'	5000	33.3%
-	5000	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	355000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	35000	9.9%
i	30000	8.5%
o	30000	8.5%
l	30000	8.5%
t	15000	4.2%
r	15000	4.2%
n	15000	4.2%
u	15000	4.2%
s	15000	4.2%
c	15000	4.2%
Other values (19)	140000	39.4%

Auto

Heatmap
Table

	instance_id	popularity	acousticness	danceability	duration_ms	energy	instrumentalness	liveness	loudness	speechiness	valence	key	mode	time_signature	genre
instance_id	1.000	0.002	-0.004	0.009	-0.005	-0.003	0.001	-0.006	0.003	-0.002	0.008	0.005	0.008	0.003	0.000
popularity	0.002	1.000	-0.304	0.140	0.133	0.083	0.026	-0.197	0.268	-0.118	-0.083	0.038	0.110	0.139	0.384
acousticness	-0.004	-0.304	1.000	-0.015	-0.092	-0.617	-0.162	0.126	-0.624	0.066	-0.116	0.042	0.092	0.206	0.254
danceability	0.009	0.140	-0.015	1.000	-0.043	-0.089	-0.103	-0.142	0.012	0.146	0.356	0.033	0.071	0.107	0.169
duration_ms	-0.005	0.133	-0.092	-0.043	1.000	0.034	0.106	-0.032	0.031	-0.080	-0.117	0.008	0.006	0.023	0.043
energy	-0.003	0.083	-0.617	-0.089	0.034	1.000	-0.026	0.179	0.748	0.248	0.183	0.041	0.091	0.110	0.207
instrumentalness	0.001	0.026	-0.162	-0.103	0.106	-0.026	1.000	-0.199	-0.074	-0.338	-0.118	0.015	0.035	0.028	0.137
liveness	-0.006	-0.197	0.126	-0.142	-0.032	0.179	-0.199	1.000	-0.016	0.315	-0.045	0.033	0.016	0.164	0.237
loudness	0.003	0.268	-0.624	0.012	0.031	0.748	-0.074	-0.016	1.000	0.041	0.143	0.026	0.067	0.139	0.175
speechiness	-0.002	-0.118	0.066	0.146	-0.080	0.248	-0.338	0.315	0.041	1.000	0.020	0.061	0.061	0.225	0.341
valence	0.008	-0.083	-0.116	0.356	-0.117	0.183	-0.118	-0.045	0.143	0.020	1.000	0.023	0.051	0.084	0.117
key	0.005	0.038	0.042	0.033	0.008	0.041	0.015	0.033	0.026	0.061	0.023	1.000	0.268	0.041	0.085
mode	0.008	0.110	0.092	0.071	0.006	0.091	0.035	0.016	0.067	0.061	0.051	0.268	1.000	0.033	0.184
time_signature	0.003	0.139	0.206	0.107	0.023	0.110	0.028	0.164	0.139	0.225	0.084	0.041	0.033	1.000	0.235
genre	0.000	0.384	0.254	0.169	0.043	0.207	0.137	0.237	0.175	0.341	0.117	0.085	0.184	0.235	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	instance_id	artist_name	track_name	track_id	popularity	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	valence	genre
0	1	Chromeo	Come Alive (feat. Toro Y Moi)	0ZulY8etRzj54NLYOYX7jy	43	0.225000	0.845	238680	0.746	0.000088	F	0.0785	-5.655	Minor	0.0383	129.97	4-Apr	0.961	Alternative
1	2	Sango	How Do You Love Me	1jgkBLmR16qqZzEG5LYZN5	47	0.665000	0.862	166154	0.342	0.000082	A#	0.1020	-10.095	Minor	0.0551	129.992	4-Apr	0.177	Alternative
2	3	Counting Crows	Omaha	50o13VmOJiUj3WfU7XmEAn	48	0.238000	0.590	219400	0.517	0.000000	A	0.1820	-9.239	Major	0.0312	80.883	4-Apr	0.566	Alternative
3	4	Bullet For My Valentine	Over It	5BRGRuHRfvGgoIvZg3PE3x	60	0.000077	0.374	-1	0.971	0.000000	B	0.3220	-4.284	Minor	0.0697	97.625	4-Apr	0.701	Alternative
4	5	Shinedown	Asking For It	0BpgI6YcYv3ENGLp7XJsAH	58	0.002730	0.449	-1	0.971	0.000000	A#	0.1410	-3.660	Major	0.0476	144.031	4-Apr	0.414	Alternative
5	6	Halestorm	Do Not Disturb	13PqmoiHO8rzblmaNFHY4g	53	0.014000	0.696	-1	0.821	0.000000	D	0.0421	-2.981	Minor	0.0483	127.006	4-Apr	0.604	Alternative
6	7	empty_field	Jump the Gun	5bUVHuzQh5mkvMPjUU074i	42	0.015000	0.596	-1	0.925	0.018000	A	0.3800	-3.381	Major	0.0731	166.759	4-Apr	0.798	Alternative
7	8	Sixx:A.M.	Rise	4FXHLmzOMGLy5jFj6ctDsn	48	0.001600	0.323	-1	0.979	0.001920	A#	0.3490	-2.820	Major	0.1280	178.126	4-Apr	0.294	Alternative
8	9	Electric Guest	Oh Devil - Radio Version	3PYtlkObLFZ2SaFjS4TyJR	57	0.184000	0.894	217387	0.565	0.006680	G	0.2240	-5.484	Minor	0.0788	96.987	4-Apr	0.686	Alternative
9	10	Kali Uchis	Gotta Get Up - Interlude	2KY0QUeRY3IPuJI1gyU9BJ	51	0.605000	0.488	113270	0.381	0.087200	D#	0.0776	-8.095	Minor	0.0498	140.941	4-Apr	0.217	Alternative

	instance_id	artist_name	track_name	track_id	popularity	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	valence	genre
49990	4991	empty_field	Ah Yeah	4Gyx7Nq6WySuaY6aE8aT8t	49	0.6960	0.632	308933	0.410	0.003070	F	0.1040	-12.129	Minor	0.0677	71.972	4-Apr	0.3300	Soul
49991	4992	The Dip	Sea Snake	11XLXWcDdkKxvhvsk302QB	35	0.4400	0.516	181600	0.473	0.808000	D	0.1290	-8.502	Minor	0.0343	179.706	3-Apr	0.4980	Soul
49992	4993	Roy Ayers Ubiquity	Lifeline	0mtmrbRFsectINNpHdDkUQ	43	0.1890	0.513	-1	0.747	0.069200	D#	0.0731	-10.356	Minor	0.0362	158.388	4-Apr	0.8250	Soul
49993	4994	The Gap Band	Outstanding - Original 12" Mix	7kB5KJlRtFWXtdHqhLmOvG	64	0.3730	0.792	376640	0.510	0.012000	F#	0.0319	-10.649	Major	0.0402	98.864	4-Apr	0.8400	Soul
49994	4995	Amy Winehouse	Intro / Stronger Than Me	56z22nh9bb2tkWpvdPXlza	39	0.1430	0.867	234111	0.489	0.000148	A	0.0883	-4.959	Minor	0.0676	91.431	4-Apr	0.6610	Soul
49995	4996	Penguin Prison	Calling Out	1fpfYMT2RTc5W3Zluq5xVA	41	0.1130	0.857	238627	0.669	0.016800	C	0.1100	-5.722	Major	0.0562	122.779	4-Apr	0.9650	Soul
49996	4997	Beauvois	Mars	3DlgDXIYtnWtJKiB8bZQMv	48	0.3810	0.665	243794	0.369	0.914000	C	0.1080	-16.111	Major	0.0483	100.015	4-Apr	0.0335	Soul
49997	4998	empty_field	SupaStar	66EaKY9rBKpoPdxVeB78IP	41	0.0711	0.796	252347	0.466	0.000000	C	0.2560	-9.386	Minor	0.3040	92.301	4-Apr	0.6530	Soul
49998	4999	Seal	Don't Cry	7oCHyJtJiApwXeVVwJc9z3	42	0.7270	0.283	377907	0.421	0.000095	D	0.3300	-8.112	Major	0.0305	92.545	3-Apr	0.1510	Soul
49999	5000	Z.Z. Hill	That Ain't The Way You Make Love	4Sd5tbNP4q8wS64abqwfkN	39	0.4130	0.576	225560	0.528	0.001680	G#	0.1240	-9.030	Minor	0.0376	78.117	4-Apr	0.7160	Soul

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Other Letter

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Connector Punctuation

Currency Symbol

Math Symbol

Final Punctuation

Other Symbol

Initial Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Han

Most occurring blocks

Most frequent character per block

ASCII

None

Punctuation

Dingbats

CJK

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Letter

Other Punctuation

Decimal Number

Math Symbol

Other Symbol

Dash Punctuation

Open Punctuation

Close Punctuation

Final Punctuation

Initial Punctuation

Currency Symbol

Modifier Symbol

Other Number

Space Separator

Connector Punctuation

Format

Control

Modifier Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Cyrillic

Han

Katakana

Hiragana

Most occurring blocks

Most frequent character per block

ASCII

None

Punctuation

Cyrillic

Geometric Shapes

Math Operators

Katakana

Hiragana

CJK

Misc Symbols

IPA Ext

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter